{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Download Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !wget 'http://ufldl.stanford.edu/housenumbers/extra.tar.gz'\n",
    "# !tar xvf extra.tar.gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Converting .mat file to .csv\n",
    "The label file is in the .mat format, we shall convert it to a more user-friendly format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !git clone https://github.com/prijip/Py-Gsvhn-DigitStruct-Reader.git\n",
    "# %cd Py-Gsvhn-DigitStruct-Reader/\n",
    "# !python digitStructMatToCsv.py ../extra/digitStruct.mat ../ocr.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspect Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision import *\n",
    "from fastai.text import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('ocr.csv')\n",
    "images = get_image_files('extra')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def do_one(name,i):\n",
    "    label = ''\n",
    "    for lab in df.loc[df['FileName'] == name,'DigitLabel']:\n",
    "        label += str(lab)\n",
    "    return name,label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = parallel(do_one,df.FileName.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "names = []\n",
    "labels = []\n",
    "for a,b in result:\n",
    "    names += [a]\n",
    "    labels += [b]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df = pd.DataFrame({'name':names, 'label':labels})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = train_df['label'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_clean = []\n",
    "\n",
    "for label in labels:\n",
    "    label = str(label)\n",
    "    idx = label.find('0')\n",
    "    if idx != -1:\n",
    "        if label[idx-1] == '1':\n",
    "            label = label[:idx-1]+label[idx:]\n",
    "    labels_clean += [int(label)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([478, 71, 56, 81, 30, 288, 174, 31, 170, 301],\n",
       " [478, 71, 56, 81, 310, 288, 174, 31, 1710, 3101])"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_clean[:10],labels[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df['label'] = labels_clean\n",
    "train_df.to_csv('extra_labelled.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df = pd.read_csv('extra_labelled.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,axs = plt.subplots(5,2,figsize=(15,15))\n",
    "axs = axs.flatten()\n",
    "\n",
    "for i in range(10):\n",
    "    start = np.random.randint(len(images)-10)\n",
    "\n",
    "    name = images[start+i].name\n",
    "    im = open_image(images[start+i])\n",
    "    im.show(figsize=(6,6),ax=axs[i])\n",
    "    axs[i].set_title('Label: '+str(train_df.loc[train_df['name'] == name]['label'].item()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "src = ImageList.from_folder('extra').split_by_rand_pct(0.1,seed=42)\n",
    "train_names = [int(items.stem)-1 for items in src.train.items]\n",
    "val_names = [int(items.stem)-1 for items in src.valid.items]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "class OCRTokenizer(BaseTokenizer):\n",
    "    def __init__(self,lang=None):\n",
    "        pass\n",
    "    def tokenizer(self,t):\n",
    "        bos = t[:5]\n",
    "        eos = t[-5:]\n",
    "        t = t[5:-5]\n",
    "        return [bos] + [char for char in t] + [eos]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "tok_pre_rules = []\n",
    "tok_post_rules = []\n",
    "\n",
    "tok = Tokenizer(tok_func=OCRTokenizer, pre_rules=tok_pre_rules, post_rules=tok_post_rules)\n",
    "\n",
    "procs = [TokenizeProcessor(tokenizer=tok, include_bos=True, include_eos=True), \n",
    "            NumericalizeProcessor(min_freq=1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = './'\n",
    "label_train_il = TextList.from_df(train_df.loc[train_names], path=path, cols=['label'], processor=procs).process()\n",
    "label_valid_il = TextList.from_df(train_df.loc[val_names], path=path, cols=['label'], processor=procs).process()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "trn_ll = LabelList(src.train, label_train_il)\n",
    "val_ll = LabelList(src.valid, label_valid_il)\n",
    "\n",
    "lls = LabelLists(path, train=trn_ll, valid=val_ll)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ocr_pad_collate(samples:BatchSamples, pad_idx:int=1, pad_first:bool=False, \n",
    "                        include_targets=True, include_lengths=True, include_masks=True,\n",
    "                        backwards:bool=False) -> Tuple[LongTensor, LongTensor]:\n",
    "    \n",
    "    \"Function that collect samples and adds padding. Flips token order if needed\"\n",
    "    samples = to_data(samples)\n",
    "    c,h,w = samples[0][0].shape\n",
    "    samples.sort(key=lambda x: len(x[1]), reverse=True)\n",
    "    \n",
    "    y_lens = [len(s[1]) for s in samples]\n",
    "    y_max_len = max(y_lens)\n",
    "    y_res = torch.zeros(len(samples), y_max_len).long() + pad_idx\n",
    "    \n",
    "    x_res = torch.zeros(len(samples),c,h,w).float()\n",
    "    \n",
    "    if backwards: pad_first = not pad_first\n",
    "        \n",
    "    for i,s in enumerate(samples):\n",
    "        if pad_first: \n",
    "            y_res[i,-len(s[1]):] = LongTensor(s[1])\n",
    "        else:         \n",
    "            y_res[i,:len(s[1]):] = LongTensor(s[1])\n",
    "        x_res[i,:] = tensor(s[0])\n",
    "            \n",
    "    return x_res, y_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = ImageDataBunch.create_from_ll(lls,size=(48,100),collate_fn=ocr_pad_collate,bs=200).normalize(imagenet_stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "Image (3, 48, 100)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.valid_ds[1][0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BidirectionalLSTM(nn.Module):\n",
    "    def __init__(self, nIn, nHidden, nOut):\n",
    "        super(BidirectionalLSTM, self).__init__()\n",
    "\n",
    "        self.rnn = nn.LSTM(nIn, nHidden, bidirectional=True)\n",
    "        self.embedding = nn.Linear(nHidden * 2, nOut)\n",
    "\n",
    "    def forward(self, input):\n",
    "        recurrent, _ = self.rnn(input)\n",
    "        T, b, h = recurrent.size()\n",
    "        t_rec = recurrent.view(T * b, h)\n",
    "\n",
    "        output = self.embedding(t_rec)  # [T * b, nOut]\n",
    "        output = output.view(T, b, -1)\n",
    "\n",
    "        return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResNetFeatureExtractor(nn.Module):\n",
    "    def __init__(self, nh, **kwargs):\n",
    "        super().__init__()\n",
    "        self.cnn = create_body(models.resnet34,pretrained=True)\n",
    "        self.rnn = nn.Sequential(\n",
    "                  BidirectionalLSTM(512, nh, nh),\n",
    "                  BidirectionalLSTM(nh, nh, nh)\n",
    "        )\n",
    "\n",
    "    def forward(self,input):\n",
    "        #get features\n",
    "        features = self.cnn(input)\n",
    "\n",
    "        #We want `nc` from convs to be the hidden dim, and `width` to be the `sentence length`\n",
    "        features = features.mean(-2)\n",
    "        features = features.permute(2, 0, 1)\n",
    "\n",
    "        encoder_outputs = self.rnn(features)  # 25×bs×nh\n",
    "\n",
    "        return encoder_outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "class AttentionDecoder(nn.Module):\n",
    "\n",
    "    def __init__(self, hidden_size, output_size, dropout_p=0.1):\n",
    "        super(AttentionDecoder, self).__init__()\n",
    "        self.hidden_size = hidden_size\n",
    "        self.output_size = output_size\n",
    "        self.dropout_p = dropout_p\n",
    "\n",
    "        self.embedding = nn.Embedding(self.output_size, self.hidden_size)\n",
    "        self.attn_combine = nn.Linear(self.hidden_size * 2, self.hidden_size)\n",
    "        self.dropout = nn.Dropout(self.dropout_p)\n",
    "        self.gru = nn.GRU(self.hidden_size, self.hidden_size)\n",
    "        self.out = nn.Linear(self.hidden_size, self.output_size)\n",
    "\n",
    "        # test\n",
    "        self.vat = nn.Linear(hidden_size, 1)\n",
    "\n",
    "    def forward(self, input, hidden, encoder_outputs):\n",
    "        embedded = self.embedding(input)        \n",
    "        embedded = self.dropout(embedded)\n",
    "\n",
    "        # test\n",
    "        batch_size = encoder_outputs.shape[1]\n",
    "        alpha = hidden + encoder_outputs        \n",
    "        alpha = alpha.view(-1, alpha.shape[-1])\n",
    "        attn_weights = self.vat( torch.tanh(alpha))                     \n",
    "        attn_weights = attn_weights.view(-1, 1, batch_size).permute((2,1,0))\n",
    "        attn_weights = F.softmax(attn_weights, dim=2)\n",
    "\n",
    "        attn_applied = torch.matmul(attn_weights,\n",
    "                                 encoder_outputs.permute((1, 0, 2)))     \n",
    "        \n",
    "        try:\n",
    "          output = torch.cat((embedded, attn_applied.squeeze(1) ), 1) \n",
    "        except:\n",
    "          output = torch.cat((embedded.unsqueeze(0), attn_applied.squeeze(1) ), 1) \n",
    "\n",
    "        output = self.attn_combine(output).unsqueeze(0)\n",
    "\n",
    "        output = F.relu(output)\n",
    "        output, hidden = self.gru(output, hidden)\n",
    "        \n",
    "        ## index into 0 to remove the first dim (it is 1)\n",
    "        logits = self.out(output) #output logits\n",
    "        return logits, hidden, attn_weights\n",
    "\n",
    "    def initHidden(self, batch_size):\n",
    "        result = Variable(torch.zeros(1, batch_size, self.hidden_size))\n",
    "\n",
    "        return result\n",
    "      \n",
    "class Decoder(nn.Module):\n",
    "    def __init__(self, nh=256, nclass=13, dropout_p=0.1, teacher_forcing=0.75, max_len=15, pad_idx=1, bos_idx=2):\n",
    "        super().__init__()\n",
    "        self.hidden_size = nh\n",
    "        self.decoder = AttentionDecoder(nh, nclass, dropout_p)\n",
    "        self.teacher_forcing = 0.5\n",
    "        self.max_len = max_len\n",
    "        self.pad_idx = pad_idx\n",
    "        self.bos_idx = bos_idx\n",
    "    def forward(self, encoded_images, target=None): \n",
    "        bs = encoded_images.shape[1]\n",
    "        decoder_hidden = self.initHidden(bs).cuda()\n",
    "        decoder_input = encoded_images.new_zeros(bs).long() + self.bos_idx  \n",
    "        \n",
    "        outputs = []\n",
    "        \n",
    "        for i in range(1, self.max_len):  \n",
    "            decoder_output, decoder_hidden, decoder_attention = self.decoder(decoder_input, decoder_hidden, encoded_images)\n",
    "            outputs += [decoder_output]\n",
    "\n",
    "            _, topi = decoder_output.data.topk(1)\n",
    "            decoder_input = topi.squeeze()\n",
    "            if (decoder_input==self.pad_idx).all(): break\n",
    "            if (target is not None) and (random.random()<self.teacher_forcing):\n",
    "                if i>=target.shape[1]-1: \n",
    "                    break\n",
    "                decoder_input = target[:,i]\n",
    "\n",
    "              \n",
    "        return torch.cat(outputs,0).permute(1,0,2)\n",
    "\n",
    "    def initHidden(self, batch_size):\n",
    "        result = torch.zeros(1, batch_size, self.hidden_size)\n",
    "        return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "class OCRModel(nn.Module):\n",
    "      def __init__(self):\n",
    "        super().__init__()\n",
    "        self.encoder = ResNetFeatureExtractor(nh = 256)\n",
    "        self.decoder = Decoder(256, 24, dropout_p=0.1)\n",
    "   \n",
    "      def forward(self,input, target=None):\n",
    "        encoded = self.encoder(input)\n",
    "        output = self.decoder(encoded, target)\n",
    "\n",
    "        return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "def OCR_loss(out, targ, pad_idx=1):\n",
    "    targ = targ[:,1:]\n",
    "    bs,targ_len = targ.size()\n",
    "    _,out_len,vs = out.size()\n",
    "    if targ_len>out_len: out  = F.pad(out,  (0,0,0,targ_len-out_len,0,0), value=pad_idx)\n",
    "    if out_len>targ_len: targ = F.pad(targ, (0,out_len-targ_len,0,0), value=pad_idx)\n",
    "    return CrossEntropyFlat()(out, targ)\n",
    "\n",
    "def OCR_acc(out, targ, pad_idx=1):\n",
    "    targ = targ[:,1:]\n",
    "    bs,targ_len = targ.size()\n",
    "    _,out_len,vs = out.size()\n",
    "    if targ_len>out_len: out  = F.pad(out,  (0,0,0,targ_len-out_len,0,0), value=pad_idx)\n",
    "    if out_len>targ_len: targ = F.pad(targ, (0,out_len-targ_len,0,0), value=pad_idx)\n",
    "    out = out.argmax(-1)\n",
    "    return (out==targ).float().mean()\n",
    "\n",
    "class TeacherForcing(LearnerCallback):\n",
    "    def __init__(self, learn, end_epoch):\n",
    "        super().__init__(learn)\n",
    "        self.end_epoch = end_epoch\n",
    "    \n",
    "    def on_batch_begin(self, last_input, last_target, train, **kwargs):\n",
    "        if train: return {'last_input': [last_input, last_target]}\n",
    "    \n",
    "    def on_epoch_begin(self, epoch, **kwargs):\n",
    "        self.learn.model.pr_force = 1 - 0.5 * epoch/self.end_epoch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = Learner(data,OCRModel(),loss_func=OCR_loss, metrics=[OCR_acc],callback_fns=partial(TeacherForcing, end_epoch=8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    },
    {
     "data": {
      "image/png": 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Og0FLqCudoTMdtJB6M4NeHLqD1tKB3iwH0hm6erLs3N8dPC/L/u5eejK5w8Y4pjzJhJpyxldXMKG6nIk15UysqaChtoKJNRVMqq1g0thKJtVWUF0xav48pQQ9/PQeAM6f3xBxJEdH/3UDJBPFmQz65LuRkpF+G+/uzdJ2oJf2g/lbR3cvHd0ZOrrz9/d29bK3K01rVw8727t5Yns7rV09ZIdo4lSXJ5k5fgzzGqqZN7GGeQ3VzJ2Y364bUxyn98no9eDGPTTUVnDC5JqoQzkqSgoyoirLkkypSzKlbvhrvORyTtvBXlo60rR0pNnd0c3ujjS79nfzbOsBNuzo4K51u16QOMZXlzN3YjXT6quoqUhRU5GkpqKM+jFlzGuo5vhJNUwZW1m0rT4pbrmcs3TjHi44oaHo/gaVFCRyiYQxvrqc8dXlnDildsgyPZkcz+49wOY9XWze08nmPV1saulibXMbneksneleuntf2HVVU5Hi+Ek1LJxZz+LZ41g8exzT6qsKUSUZ5Tbs3E9rV09RnYraR0lBikJ5KsHxk2o4flINMHnIMplsjr1dPWxs6eSZ3Z1s3N3Jhp0d/PLRZ7l+6RYAptZVcuq0sZw0ZSwnTqnlpCm1zJ1YrbOtZEQ9vDE/nvBSJQWR6KSSifwg9dhKzj3u+X/G3myOJ3d0sHLrXh57to0NO/Zz31Mt/d1RY8qTnDGjnkWz6lk0axyzJ4wh0X/KsJEIziRLGP3bZakEZUmjLJEgUeRjUTLyHnx6T74L8yi6UeNCSUFKXlkywekz6jh9Rh1XnZff192b5ZmWTp7c0cGa5jZWbWvjugc2kXkR5/SmEpY/5baqrH/OS/2YMiZUB2dZ1ZSzePY4Tp46doRrJnHUfrCXZZtaufKcOVGH8qIoKcioVFmW5NRpdZw6rY43Lp4B5BPF2u3t7NrfTTaYeJjJ5n/mnP592Vx+f9/kwnQmR2d3hv3dvewPzrra3naQPZ1pOrqfP7X31GljefPiGVy2cDrjq8ujqrqE7E9P7qI367z69ClRh/KiKCmIBCrLkpw5Z2Qvl9iTydHSmebe9bu4ZeU2Pn/Her70+w28afFMPveaUzSZrwT9Ye1OJo+tYNHM4lnaYiAlBZEQlacSTK+v4spz53DluXPYsGM/P1/+LDcu28ra7W18/x2NTNcZUSWjK53hz39p4fIzZxbtWJNOuRApoJOnjuWLrzuNH13ZyNY9B3jNfzzE0mf2RB2WjJD7n2ohncnxqtOmRh3Ki6akIBKBi0+ezO+uPo/x1eW840cr+MbdT7Fy6z66e7NRhybH4A9P7GBCdTlL5o5sN2QhqftIJCLzGmq47cPn8ZlbV/PtP23k23/aSCphnDillgUz6jl12tj+ORVV5Rp7iLvu3iz3PbmbyxZOK+olc5QURCJUU5Hiu1csZmd7N6ub21jT3Maa5nZ+v3YHv1jxLAAJg+Mn1XDGjHpeMnsci2bVM39SbVF/8JSiB/7SQldPtqi7jiDEpGBmlcADQEVwnFvd/XODylQAPwUWA63AW919S1gxicTVlLpKptRN4W9OzZ/G6O5sbzvIuuf2s257O2u3t3Pvhl3csrIZgNqKFP/4tydxxVmzowxbBvjjEzsZW5ninHkTog7lmITZUkgDF7l7p5mVAQ+Z2R/cfdmAMu8B9rn78WZ2OfBV4K0hxiRSFMyMGePGMGPcmBckii2tB1j17D5uXdnMZ3/7BD2ZHO86b27E0UpPJsc9G3bxylOmFNUFdYYSWlJwdwc6g7tlwW3wdNHXAp8Ptm8FvmNmFjxXRAYwM+ZOzC8ffumCaXzkF4/xz3esJ5N13nfBvKjDG9WWPrOHju4Mrz6tOCesDRRqSjOzpJk9DuwG7nH35YOKTAe2Abh7BmgHirvtJVIA5akE33nbS7hkwVS+9PsN/Od9G6MOaVT74xM7qS5P8tL5xbcA3mChDjS7exZYaGb1wG/N7DR3f2JAkaFGyv6qlWBm7wfeDzBrVnFd2k4kLGXJBN9660LKEsbX7nqKtc3tvOq0KVx4YgP1Y7SMRqGkM1nuXr+Li06eXBIz1Aty9pG7t5nZ/cCrgIFJoRmYCTSbWQqoA/YO8fzrgOsAGhsb1bUkEkglE3z9LQuZWl/FLU3b+OO6nSQTxuLZ43jVqVN4zRnTaKitiDrMknbn6h3s7erhTcEaWsXOwuq+N7MGoDdICFXA3cBX3f3OAWU+DJzu7h8MBprf4O5vOdzrNjY2elNTUygxixSzXM5Z3dzG/2zYzb0bdvHkzg6SCeP8+RN5/aLpvPKUKZrvMMLcnUu+/RC92Rx3f+KCWF9lzcxWunvjkcqF2VKYCtxgZknyYxc3u/udZvYFoMndbwd+BNxoZhvJtxAuDzEekZKWSBiLZo1j0axxfOpvTuTpXR38dtV2blu1nY/98nEmj63g5g+cw+wJ1VGHWjKWb97L+h37+fIbTo91QjgaobUUwqKWgsjRyeWch5/Zw0d/sYrayjJu/eA5TBpbfBd/iaP3/bSJpi17eeSai2M/njDclkJxn1ArIkeUSBjnz2/gJ+9awp7ONO/88QraD/RGHVbR27Kni3s37OKKs2bHPiEcDSUFkVFi4cx6vv+OxTzT0sl7bniUgz1afO9YXL90C6mE8c5zSmtWuZKCyChy/vwGvvnWRax8dh8fuGklG3bsp9i6kONgf3cvtzRt4zULppVcV5wWxBMZZS5ZMJX93afzT7c9wau/9SDzGqq59PSpXLJgGidOqY06vKLwqxXb6OrJ8u6Xlt4SI0oKIqPQ3y2ZxStPmcwf1+3kv9fs4Dv35ZfuvnTBVK699JSS+/Y7kjLZHNcv3cKSueM5bXpd1OGMOCUFkVFqQk0FV5w1myvOmk1LR5qblm3le39+hj8/1cKnX3UiV5w1W8tzD+GudbvY3naQa19zStShhEJjCiJCQ20Fn3jFCdz18Qs4Y2Y91/5uHW/47sNs3N155CePIu7ODx7cxJwJY3j5yZOjDicUSgoi0m/uxGpufM8SvnX5Qpr3HeSN31vKyq1/tfLMqLVy6z4e39bGu186t2RbUUoKIvICZsZrF07nt3+fv4b0236wnLvW7Yw6rFj44YObqasqK5l1joaipCAiQ5o1YQy//tC5nDx1LB+6aSU3LdsadUiR2traxV3rd/L2s2cxprx0h2OVFETkkMZXl/Pz953Fy06cxD/d9gSf+90TdKYzUYcViR8/tDmYrDYn6lBCpaQgIoc1pjzF99+xmHedN4efLtvKy7/+Z/6wdseomvTWfqCXm5uaueyM6Uwu8dN1lRRE5IhSyQSfe82p/OZD5zK+upwP/ewx3n39ozzbeiDq0AriZyu2crA3y3vPL73JaoMpKYjIsC2aNY7brz6Pf7rkZJZv3svF37ifa36zlu1tB6MOLTQ9mRw3LN3C+fMncvLUsVGHEzolBRE5KqlkgveeP48//cOFvPXMmdy6chsXfu0+PvvbtTxXgsnhnvW72LU/XZJLWgxFSUFEXpQpdZX8y+tO5/5Pv4w3N87k5qZtvOIbf2bpM3uiDm1E3bVuJxOqy7lgfkPUoRSEkoKIHJPp9VX86+tP50//cCHT6qu46iePcu/6XVGHNSJ6sznue2o3F588qWQnqw2mpCAiI2Lm+DHc/IFzOHlKLR+4aSW3rdoedUjHbPmmvXR0Z3jFKVOiDqVglBREZMSMqy7nZ+87mzPnjOMTNz/OjY9siTqkY3LP+p1UliV46fETow6lYJQURGRE1VSkuP5dS7j4pEn8v9+t48u/30A2V3xzGtyde9bv4vz5DVSVl87lNo9ESUFERlxlWZLvvX0x7zh7Nt9/YBPv+2kTHd3FdV3odc/t57n2bl5xSmmuhnooSgoiEoqyZIIvvu40vvi60/jzX1p4w3eXFtVkt7vX7yJhcPFJk6IOpaCUFEQkVO84ezY3vnsJuzvSXPafD7G2uT3qkIblnvW7aJw9ngk1FVGHUlBKCiISunOPn8jtV59HdXmKq36ygi17uqIO6bC27T3Ahh37R13XESgpiEiBzJ5QzU/fs4ScO+/88QpaOtJRh3RI927Iz7NQUhARCdFxDTX8+KozaelI867rV8R2Ge571u9i/qQa5kysjjqUglNSEJGCWjRrHP95xSI27OjggzeupCeTizqkF2g/0MvyzXtHZSsBlBREJAIXnTSZr7zhdB7auIerf/4Y6Uw26pD63bJyG9mc88pTR88s5oGUFEQkEm9unMnnX3MKd6/fxQdvXEl375ETw4GeDLv3d4cSz4GeDP/46zX8y39vYMnc8SyYXhfKceKudC80KiKxd9V5cylPJfnsbWt57w1NXPfOxS+4/vGezjQrNu/l0S17Wbl1H+ue208257xkVj2vXzSdSxZMY3x1+THH8cT2dj76i1Vsbu3iwy87jo+//AQSo2QBvMGs2C6p19jY6E1NTVGHISIj6NaVzXzm1tU0zhnP+86fxyPPtLL0mT08ubMDgMqyBAtn1tM4ezxV5Uluf/w5ntrVQSph/J8TGnjbWbO48MSjX8m0pSPN9Us3c90Dm5hQXcE33noG5x5XmuscmdlKd288YjklBRGJg989vp1P3ryabM6pSCU4c854zj1+AufMm8Bp0+soS76wt3vDjv3ctmo7v1m1nZaONDPGVXHFWbN5S+MMUokEz7UfZGd7Nzv3d1NXVcbsCWOYM6Ga6ooUT+3s4EcPbeK2Vc/Rm8txyelT+eJrT2PcCLQ64kpJQUSKzvrn9tN2oIeXzB5HZdnwFqHrzea4e90ublq2lUc2tR6x/ITqclq7eqgsS/DmxTN513lzmNdQc6yhx95wk4LGFEQkNk6ZdvTXQC5LJrhkwVQuWTCVp3d18Pu1O6muSDK1roqp9ZVMHltJ24Eetuw5wJbWLra2djF7QjVvWzKrpFsGL5aSgoiUjPmTa/nY5Nq/2j+9vopTp43Os4mOlk5JFRGRfqElBTObaWb3mdkGM1tnZh8bosyFZtZuZo8Ht2vDikdERI4szO6jDPAP7v6YmdUCK83sHndfP6jcg+5+aYhxiIjIMIXWUnD3He7+WLDdAWwApod1PBEROXYFGVMwsznAImD5EA+fY2arzewPZnbqIZ7/fjNrMrOmlpaWECMVERndQk8KZlYD/Br4uLvvH/TwY8Bsdz8D+A/gtqFew92vc/dGd29saGgIN2ARkVEs1KRgZmXkE8LP3P03gx939/3u3hls/x4oM7PSnGMuIlIEwjz7yIAfARvc/RuHKDMlKIeZLQniOfKURBERCUVoy1yY2UuBB4G1QN9VNP4vMAvA3f/LzK4GPkT+TKWDwCfdfekRXrcF2Dpodx0w+Grgg/cd7n7f9sB9E4E9h4vlCIaKabhlRqo+A7fjXp/B+4qtPkPtL5b6HOox1ae06jPb3Y/c/+7uRX8DrjvSvsPd79setK9ppGMabpmRqs+gusW6PsOpQ5zr82Lek7jUZ7jvkepT/PUZzq1UZjTfMYx9h7t/xyHKHIvhvNahyoxUfYYbx3CEXZ/B+4qtPkPtL5b6HOox1af06nNERbdKaqGYWZMPY0XBYqH6xJvqE2+lVp/DKZWWQhiuizqAEab6xJvqE2+lVp9DUktBRET6qaUgIiL9RkVSMLMfm9luM3viRTx3sZmtNbONZvbtvnkVwWMfMbOnglVg/21koz5sTCNeHzP7vJltH7Bi7d+OfOSHjCmU9yd4/FNm5oWcFBnS+/NFM1sTvDd3m9m0kY/8kDGFUZ+vmdmTQZ1+a2b1Ix/5IWMKoz5vDj4HcmZW3GMPx3KaVbHcgAuAlwBPvIjnrgDOAQz4A/DqYP/LgHuBiuD+pCKvz+eBT5XK+xM8NhO4i/y8lonFXB9g7IAyHwX+q8jr80ogFWx/FfhqkdfnZOBE4H6gsVB1CeM2KloK7v4AsHfgPjM7zsz+aGYrzexBMztp8PPMbCr5f8ZHPP/O/xR4XfDwh4CvuHs6OMbucGvxvJDqE5kQ6/PvwGeAgg6chVEff+G6YdUUsE4h1edud88ERZcBM8KtxfNCqs8Gd3+qEPGHbVQkhUO4DviIuy8GPgV8d4gy04HmAfebeX757xOA881suZn92czODDXaIzvW+gBcHTTnf2xm48KhHHIRAAAFAklEQVQLdViOqT5mdhmw3d1Xhx3oMB3z+2NmXzKzbcAVQNQXpBqJv7c+7yb/rTtKI1mfojYqr9Fs+ZVbzwVuGdAFXTFU0SH29X1DSwHjgLOBM4GbzWxe8A2ioEaoPt8Dvhjc/yLwdfL/rAV3rPUxszHAZ8l3UURuhN4f3P2zwGfN7BrgauBzIxzqsIxUfYLX+iz5ZW5+NpIxHo2RrE8pGJVJgXwLqc3dFw7caWZJYGVw93byH5QDm7UzgOeC7WbgN0ESWGFmOfLro0RxwYdjro+77xrwvB8Ad4YZ8BEca32OA+YCq4N/8hnAY2a2xN13hhz7UEbi722gnwP/TURJgRGqj5ldCVwKXBzFl6kBRvr9KW5RD2oU6gbMYcDAErAUeHOwbcAZh3jeo+RbA30DS38b7P8g8IVg+wRgG8G8jyKtz9QBZT4B/LKY359BZbZQwIHmkN6f+QPKfAS4tcjr8ypgPdBQyHqE/fdGCQw0Rx5Agf4AfgHsAHrJf8N/D/lvkn8EVgd/nNce4rmNwBPAM8B3+j74gXLgpuCxx4CLirw+N5Jf0XYN+W9FU4u5PoPKFDQphPT+/DrYv4b8WjbTi7w+G8l/kXo8uBXybKow6vP64LXSwC7grkLVZ6RvmtEsIiL9RvPZRyIiMoiSgoiI9FNSEBGRfkoKIiLST0lBRET6KSlISTCzzgIf74dmdsoIvVY2WP30CTO740grhppZvZn9/UgcW2QwnZIqJcHMOt29ZgRfL+XPL9gWqoGxm9kNwF/c/UuHKT8HuNPdTytEfDK6qKUgJcvMGszs12b2aHA7L9i/xMyWmtmq4OeJwf6rzOwWM7sDuNvMLjSz+83s1mDt/58NWD///r51882sM1isbrWZLTOzycH+44L7j5rZF4bZmnmE5xf1qzGz/zGzxyy/hv9rgzJfAY4LWhdfC8p+OjjOGjP75xH8Ncooo6QgpexbwL+7+5nAG4EfBvufBC5w90XkVxv91wHPOQe40t0vCu4vAj4OnALMA84b4jjVwDJ3PwN4AHjfgON/Kzj+EdfICdbauZj8jHKAbuD17v4S8tfv+HqQlP4ReMbdF7r7p83slcB8YAmwEFhsZhcc6XgiQxmtC+LJ6PBy4JQBK1+ONbNaoA64wczmk1/lsmzAc+5x94Fr7a9w92YAM3uc/Jo5Dw06Tg/PLyC4EnhFsH0Oz1/f4efA/z9EnFUDXnslcE+w34B/DT7gc+RbEJOHeP4rg9uq4H4N+STxwCGOJ3JISgpSyhLAOe5+cOBOM/sP4D53f33QP3//gIe7Br1GesB2lqH/Z3r9+cG5Q5U5nIPuvtDM6sgnlw8D3yZ/3YQGYLG795rZFqByiOcb8GV3//5RHlfkr6j7SErZ3eSvOwCAmfUtjVwHbA+2rwrx+MvId1sBXH6kwu7eTv5Sm58yszLyce4OEsLLgNlB0Q6gdsBT7wLeHVwXADObbmaTRqgOMsooKUipGGNmzQNunyT/AdsYDL6uJ7/cOcC/AV82s4eBZIgxfRz4pJmtAKYC7Ud6gruvIr9S5+XkLzzTaGZN5FsNTwZlWoGHg1NYv+bud5PvnnrEzNYCt/LCpCEybDolVSQkwRXgDrq7m9nlwN+5+2uP9DyRKGlMQSQ8i4HvBGcMtRHR5U1FjoZaCiIi0k9jCiIi0k9JQURE+ikpiIhIPyUFERHpp6QgIiL9lBRERKTf/wLZ79hVsCB2DwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>OCR_acc</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.818146</td>\n",
       "      <td>1.226361</td>\n",
       "      <td>0.588496</td>\n",
       "      <td>03:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.443471</td>\n",
       "      <td>0.513415</td>\n",
       "      <td>0.861443</td>\n",
       "      <td>03:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.337037</td>\n",
       "      <td>0.468968</td>\n",
       "      <td>0.886769</td>\n",
       "      <td>03:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.310612</td>\n",
       "      <td>0.434962</td>\n",
       "      <td>0.903778</td>\n",
       "      <td>03:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.284111</td>\n",
       "      <td>0.388449</td>\n",
       "      <td>0.913606</td>\n",
       "      <td>03:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.264725</td>\n",
       "      <td>0.358663</td>\n",
       "      <td>0.918197</td>\n",
       "      <td>03:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.236824</td>\n",
       "      <td>0.354088</td>\n",
       "      <td>0.925697</td>\n",
       "      <td>03:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.230931</td>\n",
       "      <td>0.322376</td>\n",
       "      <td>0.931574</td>\n",
       "      <td>03:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.210162</td>\n",
       "      <td>0.316680</td>\n",
       "      <td>0.933192</td>\n",
       "      <td>03:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.200721</td>\n",
       "      <td>0.313309</td>\n",
       "      <td>0.935042</td>\n",
       "      <td>03:26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(10,2e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('ocr-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>OCR_acc</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.192593</td>\n",
       "      <td>0.316826</td>\n",
       "      <td>0.935113</td>\n",
       "      <td>03:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.192877</td>\n",
       "      <td>0.320395</td>\n",
       "      <td>0.934477</td>\n",
       "      <td>03:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.192189</td>\n",
       "      <td>0.316354</td>\n",
       "      <td>0.936171</td>\n",
       "      <td>03:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.205643</td>\n",
       "      <td>0.311002</td>\n",
       "      <td>0.936509</td>\n",
       "      <td>03:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.187254</td>\n",
       "      <td>0.311162</td>\n",
       "      <td>0.936754</td>\n",
       "      <td>03:26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(5,1e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('ocr-2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_preds(num_preds, rows=2):\n",
    "    start = np.random.randint(len(data.valid_ds)-num_preds)\n",
    "    dim = num_preds // rows \n",
    "    if num_preds % rows != 0:\n",
    "        dim += 1\n",
    "    _ , axs = plt.subplots(dim,rows, figsize=(10,10))\n",
    "    axs = axs.flatten()  \n",
    "    for i in range(num_preds):\n",
    "        x,_= data.valid_ds[start+i]\n",
    "        input = normalize(x.data,tensor(imagenet_stats[0]),tensor(imagenet_stats[1])).unsqueeze(0)\n",
    "        res = learn.model(input.cuda())\n",
    "        outs = [data.train_ds.vocab.itos[i] for i in res.argmax(-1)[0]]\n",
    "        x.show(ax=axs[i])\n",
    "        to_print = ''\n",
    "        for char in outs:\n",
    "            if char in ['0','1','2','3','4','5','6','7','8','9']:\n",
    "                to_print += char\n",
    "        axs[i].title.set_text(f'Prediction: {to_print}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_preds(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
